PARTy a Particule Filter EA

PARTy FEATURES

Before running the free demo version of this EA, make sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running.

PARTy uses the Particle filter method. The Particle Filter method for prediction is a sequential Monte Carlo technique that uses a set of random samples, or "particles," to represent the probability distribution of a dynamic system's state, updating these particles based on observed data to improve predictions over time.

Complete User Manual is in this blog.

  • PARTy is an expert advisor that uses the Particle Filter algorithm to predict the trend and make the decision of buy or sell. 
  • The Particle Filter algorithm is a Monte Carlo approximation of the probability density function (PDF) of the future symbol price. The advantage is that it does not make any assumptions on the shape of the PDF, which makes this algorithm a more robust predictor than others that assume normality, or other type of probability function.
  • PARTy creates a predictive model based on up to 200 past candles (user input), and updates its prediction with the arrival of each new candle.
  • PARTy is multi-timeframe. It makes a prediction in a higher time frame (HTF) depending on the user input, while trades are made in a lower time frame (LTF).
  • If the HTF prediction is above the current price with a good confidence level (user input), a BUY order is sent.
  • If the HTF prediction is below the current price with a good confidence level (user input), a SELL order is sent.
  • Think of it like a ship's captain navigating the ocean:

    • The HTF Particle Filter is the large-scale nautical chart. It tells you the direction of the main ocean current (the underlying trend). It ignores the small, choppy waves (the LTF price changes). Based on this chart, the captain decides the overall course: "We are heading northeast (the trend)."

    • The LTF Chart is the view from the ship's bridge. The crew uses this view to navigate around smaller waves or other boats, perhaps making slight adjustments (buy or sell entries). But they do all of this while still maintaining the general "northeast" course set by the captain (the trend).


  • PARTy  trades ANY Forex symbol, ANY metal symbol. Use major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU.
  • User may run any number of symbols in parallel by running an instance of this robot on each symbol.

  • PARTy does not use grid, martingale, or hedging strategies. Don’t be fooled by other EAs that show exponential growth in back testing.

  • Account type: Netting or Hedging. It always use Netting rules.

  • Initial Balance, lot size and leverage are subject to your broker's limits.

  • User level required: from beginner to expert traders. It requires user to know the MetaTrader 5
    Optimization tools as we recommend to optimize parameters before running live.

  • Users can optimize variables to get strategies with high annual return, low risk, high win rate, high expected payoff, high probability of success, and more, based on the training data.

  • All time frames are available. Preferred time frames are below one day (D1).

  • All trades are opened with a Stop Loss automatically. Never lose more of what you risk in a given trade.

  • User may select which days of the week to trade.

  • User may select a time window for trades (start/end hours).

  • User may select a maximum number of bars to keep the position open.

  • User may select a specific time of the day to close the position.

  • There are multiple methods for opening Take Profit (TP) calculation.

  • There are multiple methods for the opening and trailing Stop Loss (SL) calculation.

  • There are multiple methods to handle large changes in price (positive or negative).


RISK MANAGEMENT

  • There are multiple options to calculate money at risk and lot sizes that the user can chose from.

  • PARTy is Proprietary Firm friendly: at every tick, it checks max daily loss and max account loss limits.

  • It closes positions and suspends trading until next day if daily loss limit is approaching.

  • It closes positions and stops trading if account loss limit is approaching.

  • It stops trading and closes positions when Prop. Firm target is achieved (optional).


NEWS and WEEKEND HANDLING

  • It handles high importance news (it ignores low and medium priority news).

  • It handles open positions and pending orders before and after the news.

  • It handles open positions and pending orders before weekend starts.


OPTIMIZATION

  • We prefer to run the MT5 optimization tool every one or two weeks on the symbol of your interest. This solves the problem with many EAs which become unprofitable after few weeks.

  • We prefer to optimize with the Generic Optimization Formulation (GOF) explained in this article: https://www.mql5.com/en/articles/14365

  • Users can optimize variables to get strategies with high annual return, low risk, high win rate, high expected payoff, high probability of success, and more, based on the training data.


YOUR COMMITMENT IS REQUIRED

The more time you spend learning this EA, and the more often you optimize parameters, then the more likely the EA will perform well . PARTy has lots of parameters, each with multiple levels, hence the need to optimize them. In one hand, this feature may seem a disadvantage compared to other simpler EAs, on the other hand, you have in your hands the power to improve the EA as weeks and months pass. Other s impler EAs (some of them that only work for one symbol and cannot be optimized ) will work well for a while, but eventually will under perform due to changing market conditions. PARTy can be optimized as the market changes. We recommend to optimize parameters weekly or bi-weekly, but you can do it less or more often.



THE TRADER’S ENVIRONMENT: A CRITICAL FACTOR IN BACKTESTING

Every trader operates within a unique environment, defined by three key components:

1. Broker : Prices, spreads, leverage, fees, and commissions vary across brokers, impacting trading outcomes.

2. Network : Local internet connection speeds influence execution speeds, affecting entry and exit prices.

3. Computer : Processing power and internet connection speed combine to determine delays and slippage.

These environmental differences mean that two traders using the same:

- Expert Advisor (EA)

- Input set file

- Symbol

- Time frame

- Dates

will never achieve identical back test results. While results may be similar, variations in environment ensure that outcomes will always differ.

Therefore, running optimization of the input parameters before you start trading in your environment is critical . This step helps ensure that your trading strategy is tailored to your unique environment, maximizing its potential for success.


RISKS

  • Before purchasing this (or any!) EA, be aware of risks involved.

  • Past performance is not a guarantee of future profitability (EA could also incur losses).

  • Back-tests shown are optimized for the training data, and the performance cannot be directly applied to live trading in the future.

  • There is a probability (although small) when using any EA that you may lose money in all your trades.

  • Hence, risk the amount of money you are comfortable losing.



UNDERSTANDING LEVERAGE

When you buy a house and get a mortgage, you are using leverage. Suppose the house is 100k, you make a down payment of 10k, and ask a bank to pay 90k. Your mortgage is 90k. You were able to buy a house 10 times more expensive of what you can afford. Your leverage is 1:10. Eventually, you pay your mortgage to the bank (plus interests) and you own the house fully. The same happens in financial transactions that use leverage.

Leverage is the power to buy more “lots or shares of a financial instrument” than you can afford.
PARTy is agnostic when it comes to leverage. PARTy will only use the leverage allowed in the account by calling the function AccountInfoInteger(ACCOUNT_LEVERAGE). That is the leverage allowed in all trades.















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Contrôle plus intelligent. Précision accrue. Bienvenue dans Quantum Athena X — la nouvelle génération du système de trading d'OR ciblé qui s'appuie sur la précision, l'efficacité et l'exécution disciplinée de Quantum Athena. Quantum Athena X repose sur le même moteur central optimisé et les mêmes six stratégies soigneusement sélectionnées que Quantum Athena. Chaque stratégie a été perfectionnée et optimisée individuellement pour les conditions actuelles du marché de l'or, tandis que le nouvea
Drifter EA
Jorge Luiz Guimaraes De Araujo Dias
5 (3)
EA DRIFTER EA DRIFTER est un Expert Advisor conçu pour le trading automatisé de l'or sur MetaTrader 5. Il réunit la sélection des entrées par des filtres internes, l'exécution au marché et la gestion des positions par paniers dans une seule interface. Le système attend un signal valide avant d'ouvrir une opération. Si le cours évolue contre le panier, il peut ajouter des positions conformément aux règles de la grille et aux contrôles d'exécution. Les sorties sont gérées au moyen d'un objectif gl
Dynamic Liquidity Intelligence
Sathit Sukhirun
4.44 (9)
Dynamic Liquidity Intelligence est un Expert Advisor conçu pour analyser la structure du marché et exécuter des transactions à l'aide d'ordres en attente. Le système calcule les plus hauts et les plus bas récents en fonction de la volatilité du marché pour placer des ordres Buy Stop et Sell Stop à des niveaux de cassure (breakout) potentiels. L'EA gère chaque position individuellement. Il n'utilise pas de stratégies de type Grid, de Martingale ou de moyenne de position (averaging). Chaque ordre
Aura Gold Pro Edition
Stanislav Tomilov
4.43 (7)
Conçu pour dominer le marché de l'or. Informations officielles Profil du vendeur Chaîne officielle Guide de l'utilisateur PRIX LIMITÉ — $599 Aura Gold Pro Edition est disponible à $599 jusqu’à la fin du mois d’octobre. À partir du 1er novembre, le prix passera à $999 — assurez-vous d’obtenir votre copie avant l’augmentation du prix. Signal de trading en direct  Roboforex   https://www.mql5.com/en/signals/2366593 FPMarkets   https://www.mql5.com/en/signals/2358523 ICTrading   https://www.mql5.com
Quantum Commander
Bogdan Ion Puscasu
4.79 (19)
L'écosystème Quantum s'aventure sur un nouveau terrain de jeu, et un nouveau Commandant prend les rênes. Développé exclusivement pour l'indice US30, Quantum Commander est le conseiller expert entièrement automatisé conçu pour l'un des marchés les plus dynamiques au monde. Dans un monde saturé d'EA GOLD, Quantum Commander se distingue. Après plusieurs lancements axés sur l'or, nous explorons de nouveaux territoires avec l'US30 : un nouvel instrument, une stratégie différente et une formidable o
Gold Beaver
Arnold Bobrinskii
5 (5)
Gold Beaver - offre limitée $350 au lieu de $450. Plus que 6 copies à ce prix. GOLD BEAVER MT5 > Signal en direct Placez Gold Beaver sur n'importe quel graphique XAUUSD , dans n'importe quelle unité de temps, et il trade. Le preset par défaut, Combo Safe , est prêt à l'emploi. Pas de HFT. Aucun VPS à faible latence n'est nécessaire. Les signaux sont évalués aux limites des bougies M15, un test en OHLC M1 suffit donc. Pas de martingale. Pas de grille. Pas de moyenne à la baisse. Chaque position
Cosmos Orion
Chen Jia Qi
5 (1)
Cosmos Orion — EA de cassure de structure en trois points H2 sur l’or Mettre de l’ordre dans un marché chaotique. La plupart des EA sur l’or essaient soit de deviner la direction, soit de cacher le risque dans une grille ou un martingale. Cosmos Orion ne fait ni l’un ni l’autre. Il ne prédit pas le marché. Il attend simplement que le prix forme une structure en trois points confirmée, puis il n’entre qu’en cas de véritable cassure. Chaque trade est en plus protégé par un stop loss fixe. Un sy
Btcusd Consensus
Leonid Arkhipov
DÉCOUVREZ BTCUSD CONSENSUS MON NOUVEAU PROJET POUR BITCOIN Je voulais créer pour BTCUSD quelque chose de plus sérieux qu’un simple EA construit autour de quelques indicateurs. C’est pourquoi il n’y a ici ni une seule stratégie, ni un seul signal. À l’intérieur de BTCUSD Consensus fonctionnent 5 modèles entraînés séparément et 1360 arbres de décision . D LONG • D SHORT • U LONG • U SHORT • SELL META Chaque modèle possède sa propre tâche, son propre entraînement et sa propre optimisation. Avant
Adaptive Gold Scalper Important Pre-notice: This strategy requires a long period of practical verification, and favorable trading returns cannot be guaranteed in the short run. Traders must select brokers with ultra-low order latency, minimal slippage and zero/low stop level requirement; poor broker conditions will lead to disastrous trading results. I have over 14 years of professional trading experience. With proper brokerage conditions and sufficient running time, this fully automated scalpi
Philosopher
Michael Arthur Schorr
4.43 (7)
Check Darwinex 100k LIVE SIGNAL here for Low Risk profile SPECIAL PROMOTION: PRICE WILL INCREASE to 499 $ soon 22 Gold Trading Strategies. One Coordinated System. PHILOSOPHER is the flagship XAUUSD Expert Advisor in my Roman EA Series, developed for MetaTrader 5. Gold can trend, consolidate, break out and reverse within the same trading session. PHILOSOPHER brings together 22 specialized strategy models to evaluate different types of opportunity, with shared rules for execution, position sizing
Quantum King EA
Bogdan Ion Puscasu
4.94 (221)
Quantum King EA — Une puissance intelligente, optimisée pour chaque trader IMPORTANT! After the purchase please send me a private message to receive the installation manual and the setup instructions. Prix de lancement spécial Signal en direct :       CLIQUEZ ICI Version MT4 :   CLIQUEZ ICI Chaîne Quantum King :       Cliquez ici ***Achetez Quantum King MT5 et vous pourriez obtenir Quantum StarMan gratuitement !*** Demandez en privé pour plus de détails ! Gérez   votre trading avec pr
Diamond Scalper MT5
Lo Thi Mai Loan
5 (8)
IMPORTANT – AVIS DE VRAIS CLIENTS, ARGENT RÉEL, PROFITS RÉELS :  https://www.mql5.com/en/market/product/190894/comments#comment_60526937 Signal en direct : https://www.mql5.com/en/signals/2382857 Signal en direct-2: https://www.mql5.com/en/signals/2390825 Signal en direct V2:  https://www.mql5.com/en/signals/2394627 IMPORTANT - À LIRE AVANT DE CHOISIR UN MODE : backtest complet des 11 Trading Modes → https://www.mql5.com/en/blogs/post/775822 Vous avez déjà vu l'Or grimper de 1500 points en l
TitanForge EA MT5
Maxim Kurochkin
5 (8)
TITANFORGE EA MT5 SYSTÈME ALGORITHMIQUE D’IMPULSION ET DE SWING POUR XAUUSD H1 TitanForge EA est un système de trading automatisé développé spécifiquement pour l’or sur l’unité de temps H1. La stratégie se concentre sur le momentum directionnel, l’expansion de la volatilité et une gestion contrôlée des positions. Le système attend des conditions de marché spécifiques au lieu de rester constamment exposé au marché. Sans Grid. Sans Martingale. Sans moyennage incontrôlé. Chaque position est ouverte
Nebula Cartographer AI EA
Valentina Zhuchkova
5 (1)
L’OR, CARTOGRAPHIÉ PAR L’IA D’abord la carte. Ensuite la transaction. Nebula Cartographer AI EA est un Expert Advisor entièrement automatique pour XAUUSD en H1 . Avant d’envisager une entrée, il cartographie la structure du marché, les zones Premium / Discount et les concentrations de liquidité. Un modèle neuronal évalue ensuite si la configuration atteint le seuil de confiance. Le résultat : un processus clair pour lire le marché, valider la configuration et gérer la transaction. IC MARKETS LIV
SomaGold
Andrii Soma
4.83 (12)
SomaGold est un Expert Advisor multi-stratégies de breakout pour MetaTrader 5, conçu exclusivement pour l'or (XAUUSD). Un graphique, un EA, 32 stratégies indépendantes qui tournent ensemble comme un portefeuille diversifié unique. Signal en direct. C'est mon premier EA publié sur MQL5. Pour le rendre accessible au lancement, j'utilise un modèle de prix progressif transparent : Prix de lancement : 100 USD Le prix augmente de 100 USD pour chaque tranche de 10 copies vendues Les acheteurs précoces
Impulse MT5
Simon Reeves
5 (15)
Are you ready to power up your Gold trading? Impulse by Starpoint Trading — A six-strategy gold EA that waits for the perfect shot. Come chat with us in our public MQL5 channel!  https://www.mql5.com/en/channels/starpoint Read my analysis of Impulse compared to similar grid systems:  https://www.mql5.com/en/blogs/post/773192 Impulse v2.00 is here! The biggest update in Impulse's history has arrived. Version 2.00 takes everything that made Impulse a disciplined, patient Gold trading system and e
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PA Super Robot
Better Trader Every Day
5 (1)
Price Action Super Robot UPDATED VERSION 1.4 with multiple enhancements ! Link to Guide and User Manual Before running the free demo version of this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. This is a price-action expert advisor that detect patterns such as: doji, engulfing, reversal, gaps, fractals, and more, to decide entry prices and timing. It trades ANY Forex symbol, ANY metal symbol. Use major ones: combinatio
HMM a Hidden Markov Model EA
Better Trader Every Day
HMM Latest version: v1.3 User Manual, Guide and set file  FEATURES - HMM uses the famous Hidden Markov Model to predict the price trend. - It uses the algorithms of Baum-Welch and Viterbi to train the model and predict price trend. - This implementation of Hidden Markov Models is a self-adjusting online learning algorithm that processes up to 160 bars from the latest data to readjust its parameters at the arrival of every new bar. - It trades ANY Forex pair, ANY metal symbol. We recommend majo
BO FEATURES   (User Manual, Guide and Set File) Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. - BO is based on the symbol’s price actions after a defined period of time and making a B reak O ut. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations of USD,GBP,JPY,EUR,AUD,CAD,XAU. - User may run any number of symbols in parallel by running an instance of this robot on eac
aHA FEATURES Latest update: v1.2 Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. User Manual, Guide and Set files  -   aHA   i s based on the symbol’s price actions after processed with Heikin Ashi and fractal filters. - A Heikin Ashi fractal followed by a strong trend will signal an entry in the direction of the trend. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations
USER MANUAL, GUIDE and SET FILE LINK Before running this EA, ma ke sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. ZING FEATURES - ZING is an expert advisor that uses four stochastic indicators and two time frames to predict the price trend and trigger a trade. - It trades ANY Forex symbol, ANY metal symbol. We recommend major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU. - User may run any number of symbols in parallel
Before running the Demo version of this EA, make sure that your account size matches the initial deposit input parameter (RM0) in the set file you are running. USER MANUALS, AND SET FILE LINK LYNX FEATURES - LYNX i s an expert advisor that combines Stochastic, MACD and RSI indicators to signal the entry of a trade. It trades ANY Forex symbol, ANY metal symbol. Use major ones: combinations of USD, GBP, JPY, EUR, AUD, CAD, XAU. User may run any number of symbols in parallel by running an instance
Risk Parity Portfolio
Better Trader Every Day
The RPP script computes the optimum weights of a portfolio of symbols (stocks, forex pairs, indices, etc.) using the Risk Parity Algorithm. You can read the theory of the Risk Parity algorithm in this Wikipedia page . Inputs : 1) Symbols in the portfolio. 2) Time frame you are interested in. 3) Number of past bars to compute the correlations. 4) Print the covariance matrix (true/false) 5) Print the correlation matrix (true/false) Output : Optimum weights for each symbol in the portfolio. These
A more detailed explanation with examples of PEF input/output is found in   this blog page. 1. Overview The PEF script is a tool for portfolio optimization. It computes the Pareto E fficient F rontier between portfolio return and risk (either CVaR or Standard Deviation ) using Monte Carlo simulations and bootstrapping methods. The script enables traders and quantitative analysts to: Load historical price data for multiple instruments. Simulate portfolio outcomes with random or custom weight al
If you optimize your EA with backtest+forward, this is the script you need. Imagine this: you have 10k simulations in the Optimization step (the back test), and you get another 10k in the Forward step. Each pair of simulation is done with a set of input parameters for your EA. Then the question are: Which set of parameters should you select for live trading? What criteria should I use to select such set? How much weight should I put to profit versus draw down or versus recovery factor?  OPS help
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